Foodlog Review Tool

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Meal Type
DINNER
Title
Cheeseburger with Lettuce on Plate
AI Insight
Choosing an unsweetened beverage was a great choice! Next time, adding more veggies to your dinner can help bring extra balance.
AI Identify Raw Data:
AI title: Cheeseburger with Lettuce on Plate

Detected foods:
- Cheeseburger (with cheese and bread)
- Lettuce salad

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.3
- veg: 0.3
- fat: 0.1

Observations:
- cheese_heavy (confidence: 0.8)
- vegetables_present (confidence: 0.9)
- whole_grain (confidence: 0.6)
- homemade (confidence: 0.9)
- water_or_unsweetened (confidence: 0.9)
- medication_in_image_logged (confidence: 1.0)
- hydration_logged (confidence: 0.8)

Dietary consideration: none
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
RD Feedback:
Clinically appropriate and safe: 1
Main message focuses on most important thing: 2
Reasonably reflects what's on plate/log: 3
Suggested action makes sense: 4
Tone is supportive and patient-friendly: 5
Comfortable sending to patients: Yes
What worked well: all good
What felt off or risky: nope
By: chengyao | 2026-01-20 19:05:12
RD Feedback:
Clinically appropriate and safe: 3
Main message focuses on most important thing: 4
Reasonably reflects what's on plate/log: 3
Suggested action makes sense: 4
Tone is supportive and patient-friendly: 3
Comfortable sending to patients: No
What worked well: some
What felt off or risky: yes
By: chengyao | 2026-01-20 19:06:38
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Meal Type
LUNCH
Title
Breakfast Omelette with Toast and Smoothie
AI Insight
Great choice on the unsweetened beverage! Next time, swapping a sweet drink for water or an unsweetened option can help keep things balanced.
AI Identify Raw Data:
AI title: Breakfast Omelette with Toast and Smoothie

Detected foods:
- Omelette with vegetables
- Toast
- Fruit bowl (banana and strawberry)
- Green smoothie
- Water

Composition estimate (approximate proportion of plate):
- carb: 0.4
- protein: 0.4
- veg: 0.1
- fat: 0.1

Observations:
- vegetables_present (confidence: 1)
- sweet_drink (confidence: 0.9)
- water_or_unsweetened (confidence: 1)
- normal_portion (confidence: 1)
- homemade (confidence: 0.7)

Dietary consideration: none
Micro Action:
SUB
Action Family:
SUGARY_DRINKS
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
RD Feedback:
Clinically appropriate and safe: 3
Main message focuses on most important thing: 4
Reasonably reflects what's on plate/log: 3
Suggested action makes sense: 3
Tone is supportive and patient-friendly: 3
Comfortable sending to patients: No
By: chengyao | 2026-01-20 19:08:47
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Meal Type
DINNER
Title
Vegetable and Chicken Stir-Fry Bowl
AI Insight
Great job incorporating veggies like red bell peppers into your dinner! Keeping up with lean protein choices like chicken is a wonderful way to maintain balance.
AI Identify Raw Data:
AI title: Vegetable and Chicken Stir-Fry Bowl

Detected foods:
- Chicken
- Red bell peppers
- Green beans
- Broccoli

Composition estimate (approximate proportion of plate):
- carb: 0.1
- protein: 0.4
- veg: 0.4
- fat: 0.1

Observations:
- lean_protein (confidence: 0.9)
- vegetables_present (confidence: 1)
- homemade (confidence: 0.8)

Dietary consideration: none
Best Anchor:
VEG_HALF_PLATE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
RD Feedback:
Clinically appropriate and safe: 3
Main message focuses on most important thing: 4
Reasonably reflects what's on plate/log: 2
Suggested action makes sense: 4
Tone is supportive and patient-friendly: 5
Comfortable sending to patients: No
What worked well: fdsfa
What felt off or risky: fdsfasf
By: chengyao | 2026-01-20 19:09:01
RD Feedback:
Clinically appropriate and safe: 1
Main message focuses on most important thing: 3
Reasonably reflects what's on plate/log: 4
Suggested action makes sense: 2
Tone is supportive and patient-friendly: 2
Comfortable sending to patients: Yes
What worked well: test
What felt off or risky: test
By: chengyao | 2026-01-20 19:09:53
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Meal Type
BREAKFAST
Title
Breakfast Omelette with Bread and Fruit
AI Insight
It's great to see your choice of an unsweetened beverage! Next time, adding a side of veggies with your omelette might help balance your breakfast.
AI Identify Raw Data:
AI title: Breakfast Omelette with Bread and Fruit

Detected foods:
- Omelette
- Bread
- Orange

Composition estimate (approximate proportion of plate):
- carb: 0.4
- protein: 0.3
- veg: 0.1
- fat: 0.2

Observations:
- creamy (confidence: 0.8)
- sauce_or_dressing_heavy (confidence: 0.6)
- vegetables_present (confidence: 0.5)
- water_or_unsweetened (confidence: 0.9)
- medication_in_image_logged (confidence: 1)
- homemade (confidence: 0.9)

Dietary consideration: none
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
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Meal Type
DINNER
Title
Fried Chicken with Artichoke and Pasta Salad
AI Insight
Great choice with the unsweetened beverage! Enjoying your meal with delicious artichokes and fried chicken sounds wonderful.
AI Identify Raw Data:
AI title: Fried Chicken with Artichoke and Pasta Salad

Detected foods:
- Fried chicken
- Artichoke
- Pasta salad

Composition estimate (approximate proportion of plate):
- carb: 0.2
- protein: 0.4
- veg: 0.3
- fat: 0.1

Observations:
- fried (confidence: 0.9)
- vegetables_present (confidence: 1.0)
- water_or_unsweetened (confidence: 1.0)
- medication_in_image_logged (confidence: 1.0)
- homemade (confidence: 0.8)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
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Meal Type
BREAKFAST
Title
Oatmeal with Nuts and Water
AI Insight
Choosing unsweetened beverages is a great way to keep things on track. Keep up the good work for your next breakfast!
AI Identify Raw Data:
AI title: Oatmeal with Nuts and Water

Detected foods:
- Oatmeal
- Walnuts
- Water
- Orange juice

Composition estimate (approximate proportion of plate):
- carb: 0.5
- protein: 0.1
- veg: 0
- fat: 0.4

Observations:
- fiber_rich_food (confidence: 0.9)
- healthy_fat_present (confidence: 0.9)
- water_or_unsweetened (confidence: 0.8)
- homemade (confidence: 0.9)

Dietary consideration: None
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.8)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
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Meal Type
DINNER
Title
Cheese-Topped Burger with Lettuce and Water
AI Insight
Choosing an unsweetened beverage is a great step! Next time, adding some veggies alongside the burger patty can help balance the meal.
AI Identify Raw Data:
AI title: Cheese-Topped Burger with Lettuce and Water

Detected foods:
- Burger patty
- Cheddar cheese
- Lettuce
- Grilled onions

Composition estimate (approximate proportion of plate):
- carb: 0.1
- protein: 0.4
- veg: 0.4
- fat: 0.1

Observations:
- grilled (confidence: 0.8)
- cheese_heavy (confidence: 0.7)
- vegetables_present (confidence: 0.9)
- water_or_unsweetened (confidence: 0.9)
- medication_in_image_logged (confidence: 1.0)

Dietary consideration: none
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
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Meal Type
BREAKFAST
Title
Egg and Bread with Beverages
AI Insight
Choosing an unsweetened beverage is a fantastic decision for your breakfast. Keep up the great choices!
AI Identify Raw Data:
AI title: Egg and Bread with Beverages

Detected foods:
- Egg
- Bread
- Water
- Yellow drink

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.3
- veg: 0
- fat: 0.1

Observations:
- refined_grain (confidence: 0.9)
- water_or_unsweetened (confidence: 0.9)
- medication_in_image_logged (confidence: 0.9)
- small_portion (confidence: 0.8)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
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Meal Type
DINNER
Title
Grilled Chicken with Asparagus and Water
AI Insight
Great job choosing an unsweetened beverage with your grilled chicken and asparagus. It’s wonderful to see those veggies on your plate!
AI Identify Raw Data:
AI title: Grilled Chicken with Asparagus and Water

Detected foods:
- Grilled chicken
- Asparagus
- Water

Composition estimate (approximate proportion of plate):
- carb: 0
- protein: 0.7
- veg: 0.2
- fat: 0.1

Observations:
- grilled (confidence: 0.8)
- vegetables_present (confidence: 1.0)
- water_or_unsweetened (confidence: 1.0)
- medication_in_image_logged (confidence: 1.0)
- homemade (confidence: 0.8)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
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Meal Type
SNACK
Title
Cheese and Cashew Snack Plate
AI Insight
It's great to see healthy fats like cashews in your snack. Next time, adding some veggies can make your snack feel more balanced.
AI Identify Raw Data:
AI title: Cheese and Cashew Snack Plate

Detected foods:
- Cheese
- Cashews

Composition estimate (approximate proportion of plate):
- carb: 0.1
- protein: 0.4
- veg: 0
- fat: 0.5

Observations:
- healthy_fat_present (confidence: 0.9)
- cheese_heavy (confidence: 0.7)
- small_portion (confidence: 0.8)
- homemade (confidence: 0.9)

Dietary consideration: none
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
HEALTHY_FAT_PRESENT (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
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Meal Type
BREAKFAST
Title
Oatmeal with Walnuts and Supplements
AI Insight
Choosing an unsweetened beverage is a great step for your breakfast. Keep up the positive choices!
AI Identify Raw Data:
AI title: Oatmeal with Walnuts and Supplements

Detected foods:
- Oatmeal
- Walnuts

Composition estimate (approximate proportion of plate):
- carb: 0.5
- protein: 0.1
- veg: 0
- fat: 0.4

Observations:
- fiber_rich_food (confidence: 0.9)
- healthy_fat_present (confidence: 0.9)
- water_or_unsweetened (confidence: 0.9)
- medication_in_image_logged (confidence: 0.9)

Dietary consideration: None
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
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Meal Type
DINNER
Title
Fish Dinner with Asparagus and Lemon
AI Insight
Choosing an unsweetened beverage is a wonderful choice that complements your dinner of fish fillet and asparagus beautifully. Keep up the great work!
AI Identify Raw Data:
AI title: Fish Dinner with Asparagus and Lemon

Detected foods:
- Fish fillet
- Asparagus
- Lemon

Composition estimate (approximate proportion of plate):
- carb: 0.1
- protein: 0.5
- veg: 0.3
- fat: 0.1

Observations:
- vegetables_present (confidence: 1)
- lean_protein (confidence: 1)
- water_or_unsweetened (confidence: 1)
- medication_in_image_logged (confidence: 1)
- homemade (confidence: 0.8)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
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Meal Type
SNACK
Title
Apple Slices with Nut Butter
AI Insight
The homemade snack with apple slices and nut butter is a great choice, incorporating healthy fats. Keep up the good work!
AI Identify Raw Data:
AI title: Apple Slices with Nut Butter

Detected foods:
- Apple slices
- Nut butter

Composition estimate (approximate proportion of plate):
- carb: 0.5
- protein: 0.2
- veg: 0
- fat: 0.3

Observations:
- homemade (confidence: 0.9)
- healthy_fat_present (confidence: 0.8)
- normal_portion (confidence: 0.7)

Dietary consideration: none
Best Anchor:
HEALTHY_FAT_PRESENT (Type:POSITIVE, Conf:0.8)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
69573d4d02e5ae5d1ba89294.jpg
Meal Type
DINNER
Title
Homemade Chicken Soup with Vegetables
AI Insight
Great choice with the unsweetened beverage and those fresh veggies in your dinner. Keep up the positive changes!
AI Identify Raw Data:
AI title: Homemade Chicken Soup with Vegetables

Detected foods:
- Chicken soup
- Vegetables (carrots, celery)
- Noodles or potatoes

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.2
- veg: 0.4
- fat: 0.1

Observations:
- water_or_unsweetened (confidence: 1)
- vegetables_present (confidence: 1)
- lean_protein (confidence: 0.8)
- homemade (confidence: 0.9)
- medication_in_image_logged (confidence: 1)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
6957040a02e5ae5d1ba890de.jpg
Meal Type
BREAKFAST
Title
Cheese Omelette with Toast and Orange Slices
AI Insight
Great choice with the unsweetened beverage! Next time, adding some veggies to your breakfast can help balance the meal.
AI Identify Raw Data:
AI title: Cheese Omelette with Toast and Orange Slices

Detected foods:
- Cheese omelette
- Orange slices
- Bread/toast

Composition estimate (approximate proportion of plate):
- carb: 0.4
- protein: 0.3
- veg: 0.0
- fat: 0.3

Observations:
- cheese_heavy (confidence: 0.8)
- no_vegetables (confidence: 0.9)
- water_or_unsweetened (confidence: 1.0)
- hydration_logged (confidence: 1.0)
- medication_in_image_logged (confidence: 1.0)

Dietary consideration: None
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
6955f04acd6c4356a2b962f6.jpg
Meal Type
DINNER
Title
Cheese Toast with Green Soup and Pasta Salad
AI Insight
Choosing an unsweetened beverage is a great choice! Next time, adding some veggies alongside the cheese toast can help balance the meal.
AI Identify Raw Data:
AI title: Cheese Toast with Green Soup and Pasta Salad

Detected foods:
- Cheese toast
- Green soup
- Pasta salad

Composition estimate (approximate proportion of plate):
- carb: 0.4
- protein: 0.3
- veg: 0.2
- fat: 0.1

Observations:
- cheese_heavy (confidence: 0.9)
- vegetables_present (confidence: 0.7)
- water_or_unsweetened (confidence: 1.0)
- medication_in_image_logged (confidence: 1.0)
- homemade (confidence: 0.9)

Dietary consideration: none
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
695583dc08d6ed0cec712a18.jpg
Meal Type
BREAKFAST
Title
Simple Meal with Egg and Fruit
AI Insight
Choosing water or an unsweetened beverage is a great way to start the day! Keep up the good work with your breakfast choices like eggs and orange slices.
AI Identify Raw Data:
AI title: Simple Meal with Egg and Fruit

Detected foods:
- Egg
- Orange slices
- Bread (likely white)
- Possibly butter or jam in bread

Composition estimate (approximate proportion of plate):
- carb: 0.4
- protein: 0.2
- veg: 0.0
- fat: 0.2

Observations:
- refined_grain (confidence: 0.9)
- water_or_unsweetened (confidence: 1)
- medication_in_image_logged (confidence: 1)
- no_vegetables (confidence: 1)
- homemade (confidence: 0.9)
- normal_portion (confidence: 0.7)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
69546cc902e5ae5d1ba87286.jpg
Meal Type
SNACK
Title
Tea with Crackers and Orange Snack
AI Insight
Choosing an unsweetened beverage is a great way to keep your snack light and refreshing. Keep up the good work!
AI Identify Raw Data:
AI title: Tea with Crackers and Orange Snack

Detected foods:
- Crackers
- Orange
- Tea

Composition estimate (approximate proportion of plate):
- carb: 0.6
- protein: 0.1
- veg: 0
- fat: 0.1

Observations:
- no_vegetables (confidence: 1)
- small_portion (confidence: 0.9)
- homemade (confidence: 0.8)
- water_or_unsweetened (confidence: 0.9)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
69543d8f08d6ed0cec711469.jpg
Meal Type
BREAKFAST
Title
Oatmeal with Walnuts and Beverage
AI Insight
Choosing an unsweetened beverage was a great decision! Next time, enjoying it alongside oatmeal and walnuts can keep your breakfast feeling balanced and nourishing.
AI Identify Raw Data:
AI title: Oatmeal with Walnuts and Beverage

Detected foods:
- Oatmeal
- Walnuts

Composition estimate (approximate proportion of plate):
- carb: 0.4
- protein: 0.2
- veg: 0
- fat: 0.4

Observations:
- fiber_rich_food (confidence: 0.9)
- healthy_fat_present (confidence: 0.8)
- water_or_unsweetened (confidence: 0.8)
- medication_in_image_logged (confidence: 1.0)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.8)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
695364c002e5ae5d1ba84ecb.jpg
Meal Type
DINNER
Title
Burger with Corn and Lettuce Salad
AI Insight
Great choice with the unsweetened beverage! Next time, adding some extra veggies alongside the cheeseburger can help balance the meal even more.
AI Identify Raw Data:
AI title: Burger with Corn and Lettuce Salad

Detected foods:
- Cheeseburger
- Corn on the cob
- Lettuce
- Water

Composition estimate (approximate proportion of plate):
- carb: 0.4
- protein: 0.3
- veg: 0.2
- fat: 0.1

Observations:
- cheese_heavy (confidence: 0.8)
- vegetables_present (confidence: 0.9)
- water_or_unsweetened (confidence: 0.9)
- medication_in_image_logged (confidence: 1.0)

Dietary consideration: none
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
695317ea4b8ffa082032b439.jpg
Meal Type
LUNCH
Title
Soup and Sandwich with Orange Slices
AI Insight
Tomato soup and a sandwich with white bread make for a comforting lunch. Next time, adding some veggies alongside your meal can help balance things out.
AI Identify Raw Data:
AI title: Soup and Sandwich with Orange Slices

Detected foods:
- Tomato soup
- Sandwich with white bread
- Orange slices

Composition estimate (approximate proportion of plate):
- carb: 0.5
- protein: 0.2
- veg: 0.1
- fat: 0.2

Observations:
- refined_grain (confidence: 0.9)
- no_vegetables (confidence: 0.6)
- homemade (confidence: 0.8)

Dietary consideration: none
Micro Action:
CA
Action Family:
VEGETABLES
Best Anchor:
REFINED_GRAIN_CHOICE (Type:IMBALANCE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
6952e0b84b8ffa0820324a09.jpg
Meal Type
BREAKFAST
Title
Oatmeal with Walnuts and Medication
AI Insight
It's great to see your choice of unsweetened beverages at breakfast! Keeping up with this approach can support your overall meal balance.
AI Identify Raw Data:
AI title: Oatmeal with Walnuts and Medication

Detected foods:
- Oatmeal
- Walnuts
- Water

Composition estimate (approximate proportion of plate):
- carb: 0.5
- protein: 0.2
- veg: 0.0
- fat: 0.3

Observations:
- fiber_rich_food (confidence: 0.9)
- healthy_fat_present (confidence: 0.8)
- homemade (confidence: 0.9)
- water_or_unsweetened (confidence: 0.8)
- medication_in_image_logged (confidence: 1.0)

Dietary consideration: None
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.8)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
6952093f02e5ae5d1ba807ba.jpg
Meal Type
DINNER
Title
Mixed Plate with Ham, Salad, and Creamed Spinach
AI Insight
Choosing an unsweetened beverage went well! Next time, adding some veggies alongside the creamed spinach might help balance the meal.
AI Identify Raw Data:
AI title: Mixed Plate with Ham, Salad, and Creamed Spinach

Detected foods:
- Ham
- Creamed spinach
- Bread with salad
- Creamy pasta salad

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.3
- veg: 0.2
- fat: 0.2

Observations:
- creamy (confidence: 0.8)
- water_or_unsweetened (confidence: 0.9)
- vegetables_present (confidence: 0.9)
- medication_in_image_logged (confidence: 1)
- homemade (confidence: 0.9)

Dietary consideration: None
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
6951bf474b8ffa0820322939.jpg
Meal Type
LUNCH
Title
Pancakes with Carrot Slices Breakfast
AI Insight
It's great to see that you're including vegetables like carrot slices with your meal. Keep up the positive choices for a balanced plate!
AI Identify Raw Data:
AI title: Pancakes with Carrot Slices Breakfast

Detected foods:
- Pancakes
- Carrot slices

Composition estimate (approximate proportion of plate):
- carb: 0.7
- protein: 0.1
- veg: 0.1
- fat: 0.1

Observations:
- vegetables_present (confidence: 0.9)
- medication_in_image_logged (confidence: 1.0)
- homemade (confidence: 0.8)

Dietary consideration: None
Best Anchor:
VEG_HALF_PLATE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
6950a30602e5ae5d1ba7fb16.jpg
Meal Type
DINNER
Title
Tamales with Corn and Veggies
AI Insight
It's great to see your choice of unsweetened beverages! Next time, adding some veggies alongside your tamales can help balance the meal.
AI Identify Raw Data:
AI title: Tamales with Corn and Veggies

Detected foods:
- Tamales
- Corn on the cob
- Mixed vegetables
- Water

Composition estimate (approximate proportion of plate):
- carb: 0.5
- protein: 0.2
- veg: 0.2
- fat: 0.1

Observations:
- vegetables_present (confidence: 0.9)
- cheese_heavy (confidence: 0.8)
- whole_grain (confidence: 0.7)
- water_or_unsweetened (confidence: 0.9)
- medication_in_image_logged (confidence: 0.8)
- homemade (confidence: 0.9)

Dietary consideration: none
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
69505d8a02e5ae5d1ba7f945.jpg
Meal Type
BREAKFAST
Title
Oatmeal with Bananas and Walnuts Breakfast
AI Insight
Choosing an unsweetened beverage for breakfast is a wonderful way to start your day on a positive note. Keep up the great work!
AI Identify Raw Data:
AI title: Oatmeal with Bananas and Walnuts Breakfast

Detected foods:
- Oatmeal
- Bananas
- Walnuts

Composition estimate (approximate proportion of plate):
- carb: 0.6
- protein: 0.2
- veg: 0
- fat: 0.2

Observations:
- whole_grain (confidence: 0.9)
- fiber_rich_food (confidence: 0.8)
- healthy_fat_present (confidence: 0.9)
- homemade (confidence: 0.9)
- water_or_unsweetened (confidence: 0.8)
- hydration_logged (confidence: 0.9)
- medication_in_image_logged (confidence: 1)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.8)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
694f5f0c4b8ffa0820321433.jpg
Meal Type
DINNER
Title
Soup and Cracker with Medication and Water
AI Insight
Great choice with the unsweetened beverage! It’s wonderful to see these positive steps in your meal choices.
AI Identify Raw Data:
AI title: Soup and Cracker with Medication and Water

Detected foods:
- Tomato soup
- Cracker

Composition estimate (approximate proportion of plate):
- carb: 0.6
- protein: 0.1
- veg: 0.2
- fat: 0.1

Observations:
- water_or_unsweetened (confidence: 0.9)
- medication_in_image_logged (confidence: 1.0)
- small_portion (confidence: 0.8)
- homemade (confidence: 0.7)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
694f048d02e5ae5d1ba7debe.jpg
Meal Type
BREAKFAST
Title
Breakfast with Omelette, Bread, and Orange
AI Insight
It's great to see your choice of an unsweetened beverage! Next time, adding some veggies alongside the omelette might help balance the meal even more.
AI Identify Raw Data:
AI title: Breakfast with Omelette, Bread, and Orange

Detected foods:
- Omelette
- Bread slices
- Orange
- Grapes
- Chocolate piece

Composition estimate (approximate proportion of plate):
- carb: 0.4
- protein: 0.3
- veg: 0.2
- fat: 0.1

Observations:
- vegetables_present (confidence: 0.9)
- water_or_unsweetened (confidence: 1)
- creamy (confidence: 0.3)
- refined_grain (confidence: 0.8)
- medication_in_image_logged (confidence: 1)
- hydration_logged (confidence: 1)

Dietary consideration: none
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
694ed25f4b8ffa082031e9c6.jpg
Meal Type
DINNER
Title
Festive Plate with Salad, Meat, and Spinach Dish
AI Insight
It's great to see the vegetables on your plate! Next time, adding a few more veggies alongside the meat slices can help balance the meal even more.
AI Identify Raw Data:
AI title: Festive Plate with Salad, Meat, and Spinach Dish

Detected foods:
- Arugula salad
- Meat slices
- Meatballs
- Deviled egg
- Spinach dish with sauce
- Pasta salad

Composition estimate (approximate proportion of plate):
- carb: 0.2
- protein: 0.4
- veg: 0.3
- fat: 0.1

Observations:
- vegetables_present (confidence: 1)
- creamy (confidence: 0.7)
- healthy_fat_present (confidence: 0.6)
- homemade (confidence: 0.9)

Dietary consideration: none
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
VEG_HALF_PLATE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
694cd1bd4b8ffa082031bdda.jpg
Meal Type
DINNER
Title
Grilled Chicken with Asparagus and Bread
AI Insight
It's wonderful to see you choosing unsweetened beverages! Next time, continuing with grilled options and veggies like asparagus can keep your dinner feeling balanced.
AI Identify Raw Data:
AI title: Grilled Chicken with Asparagus and Bread

Detected foods:
- Grilled chicken
- Asparagus
- Bread
- Water

Composition estimate (approximate proportion of plate):
- carb: 0.2
- protein: 0.4
- veg: 0.3
- fat: 0.1

Observations:
- grilled (confidence: 0.8)
- vegetables_present (confidence: 0.9)
- water_or_unsweetened (confidence: 0.9)
- homemade (confidence: 0.7)
- medication_in_image_logged (confidence: 1.0)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
694c69fd4b8ffa082031ba1c.jpg
Meal Type
BREAKFAST
Title
Omelette Breakfast with Sausage and Fruit
AI Insight
It's great to see your choice of an unsweetened beverage this morning. Keeping it homemade with an omelette and sausage is a wonderful start to the day!
AI Identify Raw Data:
AI title: Omelette Breakfast with Sausage and Fruit

Detected foods:
- Omelette
- Sausage
- Toast
- Orange

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.4
- veg: 0
- fat: 0.3

Observations:
- no_vegetables (confidence: 0.8)
- homemade (confidence: 0.9)
- medication_in_image_logged (confidence: 0.9)
- water_or_unsweetened (confidence: 0.9)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
694b676a08d6ed0cec703794.jpg
Meal Type
DINNER
Title
Soup, Salad, and Bread Meal
AI Insight
It's great that you chose an unsweetened beverage! Next time, adding some veggies alongside the soup can help balance the meal.
AI Identify Raw Data:
AI title: Soup, Salad, and Bread Meal

Detected foods:
- Soup
- Slice of bread
- Salad with dressing
- Water

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.2
- veg: 0.4
- fat: 0.1

Observations:
- vegetables_present (confidence: 0.9)
- sauce_or_dressing_heavy (confidence: 0.8)
- water_or_unsweetened (confidence: 0.9)
- refined_grain (confidence: 0.8)
- medication_in_image_logged (confidence: 0.6)
- homemade (confidence: 0.9)

Dietary consideration: none
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
694b06fbcd6c4356a2b864b3.jpg
Meal Type
BREAKFAST
Title
Oatmeal with Nuts and Hydration Setup
AI Insight
It's wonderful to see your choice of unsweetened beverages! Keep up the great decisions with fiber-rich foods like oatmeal and healthy fats such as walnuts.
AI Identify Raw Data:
AI title: Oatmeal with Nuts and Hydration Setup

Detected foods:
- Oatmeal
- Walnuts
- Water
- Supplements/medications
- Yellow/milky liquid

Composition estimate (approximate proportion of plate):
- carb: 0.7
- protein: 0.1
- veg: 0
- fat: 0.2

Observations:
- fiber_rich_food (confidence: 1)
- healthy_fat_present (confidence: 1)
- water_or_unsweetened (confidence: 1)
- medication_in_image_logged (confidence: 1)
- homemade (confidence: 0.8)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
69489e85c887616f35618a49.jpg
Meal Type
DINNER
Title
Barbecue and Coleslaw Meal with Bun
AI Insight
Great job including vegetables in your meal! Next time, adding a few more veggies alongside your barbecue meat can help balance the meal even more.
AI Identify Raw Data:
AI title: Barbecue and Coleslaw Meal with Bun

Detected foods:
- Barbecue meat
- Coleslaw
- Bun

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.3
- veg: 0.2
- fat: 0.2

Observations:
- sauce_or_dressing_heavy (confidence: 0.9)
- vegetables_present (confidence: 0.8)
- red_meat (confidence: 0.7)
- refined_grain (confidence: 0.8)

Dietary consideration: none
Micro Action:
CA
Action Family:
WHOLE_GRAINS_AND_FIBER
Best Anchor:
VEG_HALF_PLATE (Type:POSITIVE, Conf:0.8)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
694850f5c89f7a126ab1246f.jpg
Meal Type
BREAKFAST
Title
Oatmeal with Walnuts and Apples
AI Insight
Choosing unsweetened beverages is a wonderful step, especially when paired with fiber-rich foods like oatmeal. Keep up the great choices for a balanced breakfast!
AI Identify Raw Data:
AI title: Oatmeal with Walnuts and Apples

Detected foods:
- Oatmeal
- Walnuts
- Apples

Composition estimate (approximate proportion of plate):
- carb: 0.5
- protein: 0.2
- veg: 0.1
- fat: 0.2

Observations:
- whole_grain (confidence: 0.9)
- fiber_rich_food (confidence: 0.8)
- healthy_fat_present (confidence: 0.9)
- vegetables_present (confidence: 0.3)
- water_or_unsweetened (confidence: 0.9)
- medication_in_image_logged (confidence: 1)
- homemade (confidence: 0.8)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
69477a69ef650975df37c985.jpg
Meal Type
DINNER
Title
Grilled Chicken with Broccoli and Salad with Dressing
AI Insight
Choosing an unsweetened beverage is a great step. Next time, adding some more veggies like broccoli can help balance the meal even further.
AI Identify Raw Data:
AI title: Grilled Chicken with Broccoli and Salad with Dressing

Detected foods:
- Grilled chicken
- Broccoli
- Salad with dressing

Composition estimate (approximate proportion of plate):
- carb: 0.2
- protein: 0.4
- veg: 0.3
- fat: 0.1

Observations:
- grilled (confidence: 0.9)
- vegetables_present (confidence: 1)
- sauce_or_dressing_heavy (confidence: 0.8)
- water_or_unsweetened (confidence: 0.9)
- medication_in_image_logged (confidence: 0.9)
- normal_portion (confidence: 0.8)

Dietary consideration: none
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
69471dedc887616f35617d79.jpg
Meal Type
BREAKFAST
Title
Breakfast Plate with Eggs, Avocado, and Sausage
AI Insight
It's fantastic to see your choice of unsweetened beverages for breakfast along with the veggies and lean protein. Keep up the great work!
AI Identify Raw Data:
AI title: Breakfast Plate with Eggs, Avocado, and Sausage

Detected foods:
- Scrambled eggs with spinach
- Sausage slices
- Avocado
- Orange slices
- Bread slice

Composition estimate (approximate proportion of plate):
- carb: 0.25
- protein: 0.35
- veg: 0.25
- fat: 0.15

Observations:
- vegetables_present (confidence: 0.9)
- lean_protein (confidence: 0.7)
- water_or_unsweetened (confidence: 0.8)
- hydration_logged (confidence: 0.9)
- medication_in_image_logged (confidence: 0.9)
- homemade (confidence: 0.8)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.8)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
69461d69ef650975df37bcd1.jpg
Meal Type
SNACK
Title
Juice and Oranges Snack Composition
AI Insight
It's great to enjoy your snacks! Next time, swapping the red beverage for water or another unsweetened option can help keep things lighter.
AI Identify Raw Data:
AI title: Juice and Oranges Snack Composition

Detected foods:
- Orange slices
- Red beverage

Composition estimate (approximate proportion of plate):
- carb: 0.8
- protein: 0
- veg: 0.1
- fat: 0.1

Observations:
- sweet_drink (confidence: 0.9)
- fruit_present (confidence: 1.0)
- small_portion (confidence: 0.9)

Dietary consideration: none
Micro Action:
SUB
Action Family:
SUGARY_DRINKS
Best Anchor:
SUGARY_DRINK_OR_DESSERT (Type:IMBALANCE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
6944d9150350672bf853d6d6.jpg
Meal Type
DINNER
Title
Grilled Chicken with Salad and Green Beans
AI Insight
Choosing an unsweetened beverage is a great decision. Next time, adding more veggies like green beans can help balance the meal even further.
AI Identify Raw Data:
AI title: Grilled Chicken with Salad and Green Beans

Detected foods:
- Chicken
- Green beans
- Mushrooms
- Salad with lettuce
- Creamy dressing

Composition estimate (approximate proportion of plate):
- carb: 0.1
- protein: 0.4
- veg: 0.4
- fat: 0.1

Observations:
- grilled (confidence: 0.8)
- vegetables_present (confidence: 1)
- water_or_unsweetened (confidence: 0.9)
- creamy (confidence: 0.7)
- medication_in_image_logged (confidence: 0.9)
- homemade (confidence: 0.8)

Dietary consideration: none
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
69446ab80350672bf853b59a.jpg
Meal Type
BREAKFAST
Title
Avocado Toast with Spinach and Medication Observed
AI Insight
Choosing an unsweetened beverage is a great choice and complements the healthy fats in your breakfast. Keep up the positive choices!
AI Identify Raw Data:
AI title: Avocado Toast with Spinach and Medication Observed

Detected foods:
- Avocado
- Spinach
- Bread
- Small drink (yellow, possibly custard)
- Water

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.2
- veg: 0.3
- fat: 0.2

Observations:
- vegetables_present (confidence: 1)
- healthy_fat_present (confidence: 1)
- water_or_unsweetened (confidence: 0.9)
- refined_grain (confidence: 0.8)
- medication_in_image_logged (confidence: 1)
- homemade (confidence: 0.9)

Dietary consideration: Includes medication observed
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
69431474d63e9105296c7799.jpg
Meal Type
BREAKFAST
Title
Simple Breakfast with Egg, Toast, and Orange
AI Insight
Choosing an unsweetened beverage with your breakfast was a great choice! Next time, pairing your toast with some eggs can help it feel more balanced.
AI Identify Raw Data:
AI title: Simple Breakfast with Egg, Toast, and Orange

Detected foods:
- Egg
- Toast
- Orange
- Water

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.3
- veg: 0.1
- fat: 0.1

Observations:
- water_or_unsweetened (confidence: 1)
- refined_grain (confidence: 0.8)
- hydration_logged (confidence: 1)
- medication_in_image_logged (confidence: 1)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
69424927e9efed4583bd50c6.jpg
Meal Type
DINNER
Title
Baked Fish with Green Beans and Noodle Soup
AI Insight
Choosing an unsweetened beverage was a great decision! Next time, enjoying it alongside your baked fish and green beans can continue to support your positive choices.
AI Identify Raw Data:
AI title: Baked Fish with Green Beans and Noodle Soup

Detected foods:
- Baked fish
- Green beans
- Noodle soup
- Lemon wedge
- Water

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.4
- veg: 0.2
- fat: 0.1

Observations:
- baked (confidence: 0.9)
- vegetables_present (confidence: 1)
- water_or_unsweetened (confidence: 1)
- homemade (confidence: 0.9)
- hydration_logged (confidence: 1)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
6941d67cd63e9105296c4863.jpg
Meal Type
BREAKFAST
Title
Breakfast Plate with Eggs, Sausage, and Avocado
AI Insight
It's great that you've chosen an unsweetened beverage! Next time, swapping sausage for a veggie option can help keep things lighter.
AI Identify Raw Data:
AI title: Breakfast Plate with Eggs, Sausage, and Avocado

Detected foods:
- Scrambled eggs
- Sausage
- Avocado
- Orange slices
- Toast
- Herbal tea or juice

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.3
- veg: 0.2
- fat: 0.2

Observations:
- vegetables_present (confidence: 0.7)
- whole_grain (confidence: 0.6)
- sweet_drink (confidence: 0.6)
- healthy_fat_present (confidence: 0.8)
- medication_in_image_logged (confidence: 1)
- water_or_unsweetened (confidence: 0.7)
- normal_portion (confidence: 1)
- homemade (confidence: 1)

Dietary consideration: Focus on healthy fats and moderate protein intake.
Micro Action:
SUB
Action Family:
SUGARY_DRINKS
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.7)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
6940d32c0b86487fff3e1236.jpg
Meal Type
DINNER
Title
Avocado Toast with Onions and Lettuce
AI Insight
Choosing unsweetened beverages is a wonderful step in keeping your meals balanced and refreshing. Keep up the great work!
AI Identify Raw Data:
AI title: Avocado Toast with Onions and Lettuce

Detected foods:
- Avocado
- Bread
- Caramelized onions
- Lettuce

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.1
- veg: 0.5
- fat: 0.2

Observations:
- vegetables_present (confidence: 1)
- whole_grain (confidence: 0.6)
- healthy_fat_present (confidence: 1)
- medication_in_image_logged (confidence: 1)
- water_or_unsweetened (confidence: 1)
- homemade (confidence: 1)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
69407ca30b86487fff3e03d4.jpg
Meal Type
BREAKFAST
Title
Egg Omelette with Banana and Glass of Water
AI Insight
Choosing an unsweetened beverage is a great choice! Next time, adding some veggies to your egg omelette can help balance your breakfast.
AI Identify Raw Data:
AI title: Egg Omelette with Banana and Glass of Water

Detected foods:
- Egg omelette
- Banana
- Cream cheese or sour cream
- Tomato-based sauce
- Water

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.4
- veg: 0.1
- fat: 0.2

Observations:
- creamy (confidence: 0.6)
- water_or_unsweetened (confidence: 1)
- vegetables_present (confidence: 0.3)
- medication_in_image_logged (confidence: 1)
- homemade (confidence: 0.9)

Dietary consideration: none
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
693f7c284b39402ad2565831.jpg
Meal Type
DINNER
Title
Vegetable Soup with Supplements and Water
AI Insight
Great choice with the water! Next time, adding a little more variety with some lean protein alongside your vegetable soup can help balance the meal.
AI Identify Raw Data:
AI title: Vegetable Soup with Supplements and Water

Detected foods:
- Green vegetable soup
- Water
- Pills (supplements or medication)

Composition estimate (approximate proportion of plate):
- carb: 0.1
- protein: 0.1
- veg: 0.6
- fat: 0.2

Observations:
- creamy (confidence: 0.9)
- vegetables_present (confidence: 0.9)
- water_or_unsweetened (confidence: 0.9)
- medication_in_image_logged (confidence: 1.0)
- homemade (confidence: 0.8)

Dietary consideration: None
Micro Action:
CA
Action Family:
FAT_QUALITY
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
693efd1bd63e9105296bab7d.jpg
Meal Type
BREAKFAST
Title
Simple Breakfast with Toast, Egg, and Orange
AI Insight
Enjoying boiled eggs with your breakfast is a great start, and choosing whole grain options can be a wonderful addition for next time.
AI Identify Raw Data:
AI title: Simple Breakfast with Toast, Egg, and Orange

Detected foods:
- Toast
- Boiled egg
- Orange slices

Composition estimate (approximate proportion of plate):
- carb: 0.4
- protein: 0.3
- veg: 0.0
- fat: 0.1

Observations:
- no_vegetables (confidence: 1.0)
- whole_grain (confidence: 0.6)
- homemade (confidence: 0.8)

Dietary consideration: none
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
693e3330d63e9105296ba5e1.jpg
Meal Type
DINNER
Title
Soup with Crackers and Water
AI Insight
Choosing unsweetened beverages is a wonderful step! Keep up the great choices for your next meal.
AI Identify Raw Data:
AI title: Soup with Crackers and Water

Detected foods:
- Soup
- Crackers

Composition estimate (approximate proportion of plate):
- carb: 0.4
- protein: 0.1
- veg: 0.1
- fat: 0.1

Observations:
- water_or_unsweetened (confidence: 0.9)
- no_vegetables (confidence: 0.8)
- medication_in_image_logged (confidence: 0.9)
- homemade (confidence: 0.7)

Dietary consideration: None
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
693dd0844b39402ad2564a2a.jpg
Meal Type
BREAKFAST
Title
Scrambled Eggs with Toast and Fruit Breakfast
AI Insight
You made a great choice with an unsweetened beverage for breakfast. Keep up the positive choices!
AI Identify Raw Data:
AI title: Scrambled Eggs with Toast and Fruit Breakfast

Detected foods:
- Scrambled eggs
- Toast
- Sausage
- Orange slices
- Water

Composition estimate (approximate proportion of plate):
- carb: 0.3
- protein: 0.4
- veg: 0.0
- fat: 0.3

Observations:
- no_vegetables (confidence: 1)
- water_or_unsweetened (confidence: 0.9)
- medication_in_image_logged (confidence: 1)
- homemade (confidence: 0.9)

Dietary consideration: none
Best Anchor:
UNSWEETENED_BEVERAGE_CHOICE (Type:POSITIVE, Conf:0.9)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
693ce4dae9efed4583bcd70d.jpg
Meal Type
DINNER
Title
Noodle Soup with Salmon and Fruit Sides
AI Insight
It sounds like a lovely dinner with noodle soup and salmon. Next time, adding some veggies alongside the noodles might help balance the meal.
AI Identify Raw Data:
AI title: Noodle Soup with Salmon and Fruit Sides

Detected foods:
- Noodle soup with salmon
- Grapes
- Orange slices

Composition estimate (approximate proportion of plate):
- carb: 0.4
- protein: 0.3
- veg: 0.0
- fat: 0.3

Observations:
- no_vegetables (confidence: 1)
- homemade (confidence: 0.9)
- hydration_logged (confidence: 0.8)

Dietary consideration: none
Micro Action:
CA
Action Family:
VEGETABLES
Best Anchor:
MISSING_VEG (Type:IMBALANCE, Conf:1)
Feedback
For labeling the quality of AI-generated content
The insight correctly identifies and focuses on the most important thing about this meal.*
Rate: 1–5 (Strongly disagree → Strongly agree)
The suggested action (if any) makes sense as a secondary step for this meal and its timing.*
Rate: 1–5 (Strongly disagree → Strongly agree)
This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*
Rate: 1–5 (Strongly disagree → Strongly agree)
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